Virtual HLF 2020 – Talk: David A. Patterson

Title:
Architecture Innovation Accelerates Artificial Intelligence

Abstract:
Machine learning is now driving AI, and the first word in Machine Learning is machine. Thus, we need even faster computers to enhance AI, but the slowing of Moore’s Law means conventional machines are barely improving. In order to expand the impact of AI, we are forced to design machines specifically for AI.
Google is a leader on this new architectural path with the announcement of three generations of Tensor Processing Units (TPUs), with the first deployed for the cloud in 2015. The co-design of machine learning specific software and hardware let production machine learning applications scale to 1000 chips with almost 1000 times the performance and deliver 10 times the performance/Watt of the most efficient general-purpose supercomputers.

Challenges offer opportunities to adapt and 2020 has provided several significant tests. The Virtual HLF is a direct response to some of this year’s trials. Branded with the motto "Virtual HLF –Traversing Separation," the Forum will take place from Monday, September 21 until Friday, September 25, 2020. A multifaceted scientific program is supplemented by various interactive elements designed to facilitate exchange between the participants. Additionally, there are various satellite events available.

For an overview of the entire program, please visit:

The opinions expressed in the videos do not necessarily reflect the views of the Heidelberg Laureate Forum Foundation or any other person or associated institution involved in the making and distribution of the videos.

More information about the Heidelberg Laureate Forum: